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Transcript of Geographic analysis of immunization patterns in Genesee County Kyle S. Enger, MPH...
Geographic analysis of immunization patterns in Genesee County
Kyle S. Enger, MPH
Vaccine-Preventable Disease Epidemiologist
Division of Immunization
Michigan Dept. of Community Health (MDCH)
Data source: MCIR(Michigan Care Improvement Registry)
• Operational since 1998
• Birth-to-death immunization registry– < 20 y age restriction removed June 2006
• ~95% of providers participate
• Part of CDC’s IIS sentinel site project
• Michigan’s population is large– 10 million people– 130,000 births/year
Methods: Geocoding
• MCIR receives ‘responsible party’ addresses from birth certificate or clinicians
• Address is converted to geographic coordinates by the MI Dept. of Human Services (DHS) using Postalsoft
• ~85% of addresses yield good coordinates
• Very easy to view using GIS (ArcView)
Methods: Density mapping
• Converts point data to a continuous surface
• Similar to a drip castle – each point gets a drip, and drips can stack on each other
• ‘High’ areas are bright; ‘low’ areas are dark
• Brightness=kids/mile2
• ArcGIS Spatial Analyst
Methods: Cluster analysis
• Determines where a factor is more common than population would suggest
• Generates circular clusters; provides relative risk & P-value for each cluster
• SaTScan (free software)
Study population
• Children with a Genesee County address & geographic coordinates: – aged 19-35 months on 28 Feb. 2007– on record in MCIR
• Density maps and cluster analysis:– For various childhood vaccines
• DTaP, MMR, polio, Hib, hep. B, varicella, PCV7
• Completely unimmunized
• Partially immunized
Population density
Density of kids with 0 DTaP - Genesee
Density of kids with 0 DTaP - Flint
Density of DTaP needed - Genesee
Density of DTaP needed - Flint
DTaP clusteringFor illustration only. Cluster locations & sizes have been randomly changed.
PCV7 clusteringFor illustration only. Cluster locations & sizes have been randomly changed.
Questions?
Kyle Enger
Acknowledgements
Mark Valacak, Sherry Wood, & Fatema Mamou, Genesee County Health Dept.
Kevin Czubachowski, Mich. Dept. Comm. Health
SaTScan settings
• Max cluster size: 50% of population
• Clusters of high RR only
• Bernoulli model (1/0)– (immunized/unimmunized)
• No pairs of centers both in each other’s clusters
Density map settings
• Density type: kernel
• Cell size: 50m
• Kernel radius: 1 km
• Output area units: kids/mile2 or iz./mile2
• Color steps: Factor of 1.67